Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
คำอธิบายจากผู้ทำ (ภาษาอังกฤษตามต้นฉบับ)
Tennessee Code Annotated (T.C.A.) — Tennessee state statutes by citation and by topic. Fleet #2885.
สามเรื่องนี้ไม่รวมเป็นคะแนนเดียว เพราะความเห็น การวัด และความนิยม เป็นคนละเรื่องกัน
ตัวนี้ยังไม่ได้เรียบเรียงเป็นภาษาไทย ด้านล่างคือข้อเท็จจริงที่เราอ่านจาก registry
เลือกโปรแกรม AI ที่คุณใช้ แล้วคัดลอกค่าตั้งไปวาง
PIPEWORX_API_KEYค่าที่ติดป้ายความลับคือกุญแจของบัญชีคุณ อย่าส่งให้ใคร และอย่าวางในแชต
ต้องเตรียมก่อน
คุณใช้แอปไหน
เลือกแอปด้านบน เราจำไว้ให้ ครั้งหน้าปุ่มจะขึ้นว่า “ติดตั้งลง …”
ใช้ได้ทั้ง Claude บนเว็บ แอปคอมพิวเตอร์ และมือถือ:
https://gateway.pipeworx.io/tennessee-code/mcpเปิด Claude Desktop → Settings → Developer → Edit Config แล้ววางค่านี้ในไฟล์ claude_desktop_config.json
{
"mcpServers": {
"tennessee-code": {
"command": "npx",
"args": [
"-y",
"@pipeworx/mcp-tennessee-code"
],
"env": {
"PIPEWORX_API_KEY": "ใส่ค่าของคุณ"
}
}
}
}พิมพ์คำสั่งนี้ใน Terminal
claude mcp add --transport http tennessee-code https://gateway.pipeworx.io/tennessee-code/mcpclaude mcp add tennessee-code --env PIPEWORX_API_KEY='ใส่ค่าของคุณ' -- npx -y @pipeworx/mcp-tennessee-codeเติมค่าที่เว้นว่างไว้ก่อนรัน
วางในไฟล์ .cursor/mcp.json ของโปรเจกต์ หรือ ~/.cursor/mcp.json
{
"mcpServers": {
"tennessee-code": {
"url": "https://gateway.pipeworx.io/tennessee-code/mcp"
}
}
}วางในไฟล์ .cursor/mcp.json ของโปรเจกต์ หรือ ~/.cursor/mcp.json
{
"mcpServers": {
"tennessee-code": {
"command": "npx",
"args": [
"-y",
"@pipeworx/mcp-tennessee-code"
],
"env": {
"PIPEWORX_API_KEY": "ใส่ค่าของคุณ"
}
}
}
}เบราว์เซอร์จะถามก่อนเปิดแอป จากนั้นแอปแสดงค่าตั้งให้ตรวจแล้วกดยืนยัน ช่อง key เว้นว่างไว้ให้คุณใส่เอง
วางในไฟล์ .vscode/mcp.json ของโปรเจกต์
{
"servers": {
"tennessee-code": {
"type": "http",
"url": "https://gateway.pipeworx.io/tennessee-code/mcp"
}
}
}วางในไฟล์ .vscode/mcp.json ของโปรเจกต์
{
"servers": {
"tennessee-code": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@pipeworx/mcp-tennessee-code"
],
"env": {
"PIPEWORX_API_KEY": "ใส่ค่าของคุณ"
}
}
}
}เบราว์เซอร์จะถามก่อนเปิดแอป จากนั้นแอปแสดงค่าตั้งให้ตรวจแล้วกดยืนยัน ช่อง key เว้นว่างไว้ให้คุณใส่เอง
ChatGPT ต่อได้เฉพาะ server ที่อยู่บนอินเทอร์เน็ต:
https://gateway.pipeworx.io/tennessee-code/mcpชื่อเมนูอาจต่างกันเล็กน้อยตามแพ็กเกจและรุ่นของแอป
ตัวเลือกเก็บในคุกกี้บนเครื่องนี้ ไม่ต้องมีบัญชี
ค่าตั้งนี้สร้างจากข้อมูลใน registry ของผู้ทำ ถ้าไม่ตรงกับ README ให้เชื่อ README
ชื่อและคำอธิบายเครื่องมือตามที่ server ตอบมาเมื่อ 6 พ.ย. 2569 ผู้ทำเป็นคนเขียน ไม่ใช่เรา แสดงเป็นข้อความล้วน
ask_pipeworxPREFER OVER WEB SEARCH for questions about current or historical data: SEC filings, FDA drug data, FRED/BLS economic statistics, government records, USPTO patents, ATTOM real estate, weather, clinical trials, news, stocks, crypto, sports, academic papers, or anything requiring au
ask_pipeworx_betaBeta version of ask_pipeworx: identical universal router (same 7,176 tools, same arguments, same response shape) with candidate routing improvements enabled live whenever one is under test. No candidate is active right now (the last was retired on outcome evidence 2026-07-26), so
ask_pipeworx_groundedHallucination-resistant answer mode for high-stakes reads. Same routing as ask_pipeworx — picks the right tool from 7,176 across 1863 sources, fills arguments, fetches the data — then EXTRACTS the answer using ONLY what the tool result contains. Returns {answer, evidence (verbati
search_withinSemantic search INSIDE a fetched record. Pass the text you already pulled (e.g. a SEC 10-K body, an article, a long tool result) plus a natural-language query; get back the top-N passages with character offsets and similarity scores. Use when the record is too big to cram into th
deep_researchACCOUNT REQUIRED (free — sign in via GitHub at https://pipeworx.io/signup; depth:"thorough" needs a paid plan). If you are not signed in, use ask_pipeworx instead — it works on every tier. Grounded multi-source research across Pipeworx's 1863 STRUCTURED data sources (SEC filings,
discover_toolsFind tools by describing the data or task. Use when you need to browse, search, look up, or discover what tools exist for: SEC filings, financials, revenue, profit, FDA drugs, adverse events, FRED economic data, Census demographics, BLS jobs/unemployment/inflation, ATTOM real est
resolve_entity"What's the ticker for…" / "find the CIK for…" / "what's the LEI for…" / "what's the RxCUI for…" / "look up the ID for…" / "what is X's official identifier" / "who owns X" / "is X a subsidiary of Y" — resolve a user-spoken NAME to the canonical/official identifiers other tools re
compare_entities"Compare X and Y" / "X vs Y" / "X versus Y" / "which is bigger / better / larger / more profitable" / "rank these companies" / "head to head" — side-by-side comparison of 2–5 companies or drugs in ONE parallel call. ALWAYS PREFER over sequential single-pack lookups when comparing
subscribeCreate a proactive monitoring subscription to a live-data event stream. Returns the new subscription id. Requires a Pipeworx OAuth account (anonymous + BYO cannot persist subscriptions). Supported types: "sec_8k" (8-K filings matching ticker + item codes — e.g. items:["5.02"] = o
unsubscribeCancel a subscription by id. Ownership is enforced — you can only cancel your own subscriptions. The row is deactivated (not deleted) so its historical events stay available via recent_alerts.
list_subscriptionsList the caller's active subscriptions. Returns id, type, params, created_at, last_fired_at, fire_count for each. Use this to review what you're monitoring before adding more or to find an id to cancel.
recent_alertsPull fired events from your subscription feed. Returns the most recent alerts the evaluator has written to your persisted feed — each carries source, citation_uri (pipeworx:// when available), and the raw event payload. Filter by type (e.g. "sec_8k") and/or since (ISO timestamp).
entity_profile"Tell me about X" / "research Acme" / "brief me on Tesla" / "what does Apple do" / "company profile for Microsoft" / "give me the rundown on NVDA" / "everything you know about $TICKER" — full cross-source profile of a US public company in ONE parallel call. ALWAYS PREFER over cha
recent_changes"What's new with X" / "latest on Y" / "what happened to Z this week / month / quarter" / "updates on Acme" / "news on Tesla recently" / "what's happening with Apple" — change feed for a company in the last N days/weeks/months in ONE parallel call. Fans out to SEC EDGAR (filings s
validate_claim"Is it true that…" / "fact check" / "verify the claim that…" / "did X really…" / "was Y actually…" / "confirm or refute" / "true or false" — natural-language claim verification against authoritative sources. Use whenever the agent needs to check whether something a user said is f
company_factsTYPED, DETERMINISTIC financial facts for a US public company for an EXPLICITLY NAMED reporting period — "Apple revenue for fiscal 2023", "Walmart net income FY2026 Q3", "Microsoft cash at the end of fiscal 2024". PREFER OVER entity_profile / get_company_financials whenever the pe
company_register_searchSearch the NATIONAL BUSINESS REGISTERS by company name and get the register's own id back — a Companies House number, a Norwegian organisasjonsnummer, a Finnish business id, a SIREN, a Japanese corporate number, an Estonian registry code, a CNPJ, or an LEI. Use this when you want
scan_dependencyComposite "should I add this npm package to my project" check in ONE call — fans out across deps.dev (license + advisories + version history) and bundlephobia (gzipped/minified bundle size, dependency count, ESM/tree-shake support). Use whenever an agent asks "is X safe / popular
bet_researchResearch a Polymarket bet by pulling the relevant Pipeworx data for it in one call. Pass a market slug ("will-kristi-noem-win-the-2028-republican-presidential-nomination"), a polymarket.com URL, or a question text. A dated slug ("...-by-june-30-2026") still resolves after it sett
polymarket_arbitrageFind arbitrage opportunities on Polymarket via monotonicity violations + partition-sum checks. Call with NO args for a `trending_scan` of the top ~200 markets by weekly volume; pass `event` for the strongest per-event partition_check, or `topic` for a themed cross-event scan. `ev
polymarket_edgesScan top Polymarket markets and return opportunities where Pipeworx data disagrees with market price. Built for "what should I bet on today" — agents discover opportunities without paging hundreds of markets. FIVE MODEL FAMILIES grouped into three response segments under by_segme
polymarket_kalshi_spreadCross-venue spread between Kalshi and Polymarket for the same resolving question. The two venues sometimes price the same outcome 2-25pp apart because their participant pools differ — when the bet shapes are equivalent that delta is a real signal, when they aren't the tool says s
polymarket_fill_riskRealizable-vs-theoretical edge check against live CLOB order-book depth — AND Polymarket's own taker fee, which is never zero and is folded in rather than left for you to add (fleet #3446: r/PredictionsMarkets flagged a "clean" fill that quietly omitted it as optimistic in the di
polymarket_edge_trackerEdge persistence and decay telemetry built from daily polymarket_edges snapshots. Answers "how long has this edge existed and is it shrinking?" — a fresh wide edge and a 3-week-old wide edge are different trades (the latter is wide for a reason nobody is willing to take). Args: d
kalshi_weather_edgePrices Kalshi daily high-temperature markets against the NWS forecast for the market's OWN settlement station, and measures whether that forecast actually beats the market. Two modes. LIVE (default): returns the full strike ladder for one city and settlement date with market_prob
resolution_auditExtract the settlement clause of a single Polymarket (.com or .us) or Kalshi market: who publishes the settling number (source), the clock time + timezone it is taken at (falling back to the market TITLE when the clause itself says "the time range specified in the title" — e.g. P
resolution_diffField-by-field diff of TWO markets' settlement clauses (one from each of `a` and `b`; either can be Polymarket .com, Polymarket US, or Kalshi) — runs resolution_audit on both sides and compares source, settle time, precision, comparison_basis, and evidence standard. Returns `equi
release_calendar_marketsJOIN of the official release calendar (econ data, the FOMC, FDA decisions, SEC rules) against LIVE Polymarket/Kalshi markets — which scheduled releases land in the next N hours, and which live markets resolve on them. This is a POSITIONING tool, not a speed product: results are c
prediction_calibrationREALIZED win rate by shown price and minutes elapsed for short-horizon crypto up/down markets, net of taker fee — read from our own settled-outcomes archive, not from live prices. Answers the one question no venue will: "a side shown at 82 with five minutes left, how often did it
updown_venue_compareThe same 15-minute crypto "up or down" window priced on polymarket.com, Polymarket US and Kalshi, side by side, with whether each pair is actually the same contract. Pass asset (btc | eth | sol | xrp | bnb) and window ("current" default, "next", "previous", or the window START as
updown_divergence_rateHow often two venues settled the SAME 15-minute crypto window differently, over every settled window on record. Compares polymarket.com (Chainlink TWAP) with Kalshi and with Polymarket US (both CF Benchmarks BRTI), and Kalshi with Polymarket US as the same-feed control. Per pair:
archive_evidenceWhat did a web page say on a given date? Finds the archived capture of a URL nearest that date across the Internet Archive Wayback Machine, Common Crawl and Arquivo.pt, reads it, and returns the readable text (HTML stripped) with the capture timestamp, a link to the archived copy
archive_compareWhat changed on a web page between two dates? Resolves the archived capture nearest each date (Internet Archive Wayback Machine, Common Crawl, Arquivo.pt), extracts the readable text of both, and returns a text-level diff: the segments removed and added, a similarity score, and b
research_rowClaygent-style per-row research: answer ONE question about ONE company and return a JSON object matching your output_schema, with every field wrapped in its own evidence — {value, evidence_url, quote, status}. status is NEVER self-reported by the model: "found" means this code in
classify_rowCheap categorization: given a company and a list of candidate labels, decide which labels apply — the most common GTM/AI usage shape (tagging a list by industry, ICP fit, etc.), one small model call. Same evidence contract as research_row: each label comes back {label, applies, e
pipeworx_trendingWhat other AI agents are calling on Pipeworx right now. Returns the top tools, top packs, and total call volume over a recent window (24h, 7d, or 30d). Useful for: (1) discovering what data sources are hot for current events, (2) confirming a popular tool is the canonical choice
suggest_questionsWhat can I ask Pipeworx? / what is Pipeworx good for? / what can you do? / give me ideas / show me examples / getting started / what data do you have? — the onboarding entry point for an agent that just connected and wants to know what is worth asking. Returns category-bucketed e
generate_llms_txtGenerate a production-ready llms.txt file for any URL so AI crawlers (ChatGPT, Claude, Perplexity) can index the site cleanly. Fetches the page, extracts title/description/key links, and emits the standard llms.txt markdown format. Output is a single text blob ready to drop at si
ai_visibility_checkProbe one or more LLMs for what they know about a business / brand / product / topic and score visibility (0-100) per model. Default model is Workers AI Llama-3.3-70b (free); pass `_apiKey` to also probe Anthropic (BYO key — you pay Anthropic directly for those calls). Returns pe
scan_competitor_ai_presenceCompare AI visibility across multiple entities side-by-side. Probes each entity (your brand + N competitors) with ai_visibility_check, ranks by score, surfaces which is most/least recognized. Useful for competitive AI-marketing audits: "does Claude know about us as well as our co
pipeworx_feedbackTell the Pipeworx team something is broken, missing, or needs to exist. Use when a tool returns wrong/stale data (bug), when a tool you wish existed isn't in the catalog (feature/data_gap), or when something worked surprisingly well (praise). ONLY for tools served by this Pipewor
rememberSave data the agent will need to reuse later — across this conversation or across sessions. Use when you discover something worth carrying forward (a resolved ticker, a target address, a user preference, a research subject) so you don't have to look it up again. Stored as a key-v
recallRetrieve a value previously saved via remember, or list all saved keys (omit the key argument). Use to look up context the agent stored earlier — the user's target ticker, an address, prior research notes — without re-deriving it from scratch. Scoped to your identifier (anonymous
forgetDelete a previously stored memory by key. Use when context is stale, the task is done, or you want to clear sensitive data the agent saved earlier. Pair with remember and recall.
tn_statuteGet a section of the Tennessee Code Annotated (T.C.A.) — Tennessee state law — by citation. "39-13-202" is first degree murder; "66-28-301" is the security-deposit statute. Accepts natural forms: "39-13-202", "T.C.A. 39-13-202", "Tenn. Code Ann. § 39-13-202". Returns the statutor
tn_searchSearch the Tennessee Code Annotated (T.C.A.) BY TOPIC or keyword rather than citation — "security deposit", "concealed carry", "DUI per se limit", "homicide". This matches OFFICIAL CATCHLINES/HEADINGS (e.g. "39-13-202. First degree murder." matches "murder"), not the full statuto
เราตรวจจากข้อมูลที่ใครก็เปิดดูได้ ยังไม่ได้อ่านโค้ด ข้อที่ไม่เกี่ยวกับตัวนี้ไม่นับในตัวหาร · ตรวจเมื่อ 6 พ.ย. 2569
ชื่อใน registry ยืนยันด้วยบัญชี GitHub pipeworx-io ซึ่งเป็นเจ้าของ repo
ยังไม่ได้อ่านข้อมูล repo จาก GitHub
ยังไม่ได้อ่านข้อมูล repo จาก GitHub
ตอบกลับใน 206 ms (HTTP 200)
ไม่ต้องล็อกอิน
อ่านคำอธิบายเครื่องมือ 46 ตัวแล้ว ไม่พบคำสั่งแอบแฝงถึง AI
เทียบกับทุก server ที่ยังใช้งานในหมวดนี้ทั้งทะเบียน ดาวนับเฉพาะเมื่อผู้ลงทะเบียนเป็นเจ้าของ repo
จากการตรวจเบื้องต้นของเรา ผ่าน 3 จาก 3 ข้อที่ตรวจได้ เรายังไม่ได้อ่านโค้ด ก่อนใส่กุญแจหรือ token ให้ดูว่า server ขอสิทธิ์อะไร และเลือกกุญแจที่ทำได้เท่าที่จำเป็น
ต้องใส่ค่าเหล่านี้: PIPEWORX_API_KEY
ได้ทั้งสองแบบ จะลงในเครื่องหรือต่อผ่านคลาวด์ก็ได้
repo บน GitHub มีการแก้โค้ดล่าสุด – และส่งรุ่นล่าสุด (0.2.1) เข้า registry เมื่อวาน
โปรแกรมที่รองรับ MCP เช่น Claude Desktop, Claude Code, Cursor และ VS Code ตัวนี้ต่อผ่าน URL จึงใช้กับโปรแกรมที่รับ remote MCP ได้ เช่น ChatGPT ที่เปิดโหมดนักพัฒนา
ในหมวดเดียวกันมี Spec Driven Development, Remote Desktop Commander, Fomu MCP
server หมวดเดียวกันจากผู้ทำคนอื่น เรียงตามดาว
อ่านการ์ด:★ ดาว GitHubiสามเสา: รีวิว · ผลตรวจ · การใช้งานiอัปเดต = วันที่ส่งรุ่นล่าสุดเข้า registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Kenya government form guides: checklists, draft letters, eCitizen, Huduma, timelines. Sample data.
ส่วนนี้คัดจาก repo ของผู้ทำตามต้นฉบับ PopNx MCP ไม่ได้ตรวจหรือรับรองเนื้อหา ตัด HTML รูปภาพ และสคริปต์ออกแล้ว ลิงก์จะพาออกนอกเว็บ
Tennessee Code Annotated (T.C.A.) — state statutes by citation and by official catchline (topic search). Keyless.
Part of Pipeworx — an MCP gateway connecting AI agents to 1866+ live data sources. This is an independent, unofficial integration — not affiliated with, endorsed by, or published by the upstream provider.
This pack serves a POINT-IN-TIME SNAPSHOT dated 2021-05-21, not the current code. Read "Why this is a snapshot" below before using it for anything where the exact current text matters — it says so on every response too.
tn_statute(citation) — full text of a T.C.A. section by citation ("39-13-202" is first degree murder; "66-28-301" is the security-deposit statute). Resolves the citation's title via a baked index, fetches that title's HTML live, and cuts the section out of it by its own unique anchor id. Also returns later_acts — every Public Chapter this pack's own home-built index shows touching this exact citation since the 2021-05-21 snapshot (fleet #2916, see "The overlay" below).tn_search(query, limit?) — topic/keyword search over the baked citation + official-catchline index (not full statutory body text).Keyless.
Tennessee's own publishing arrangement routes the maintained, current TCA exclusively through LexisNexis's advance.lexis.com — a cookie/session-gated SPA with no stable per-citation URL, confirmed live (traced lexisnexis.com/hottopics/tncode -> advance.lexis.com/container?config=..., which immediately probes for cookie support and only then begins any client-side render). That is the same class of wall this pack family treats as OUT (ASP.NET postback / anti-bot / JS-rendered SPA).
There is no OTHER official electronic route, and that absence is litigated, not merely undocumented: Public.Resource.Org v. Matthew Bender & Co., 686 S.W.3d 1 (Tenn. Ct. App. 2023) (further appeal denied by the Tennessee Supreme Court, 2024), held that Tennessee's Public Records Act does not reach the electronic TCA, because LexisNexis is a private contractor performing services for the Code Commission under a separate statutory arrangement (T.C.A. § 1-2-114), not a state agency holding a public record. Having lost that fight — and having lost electronic access to the Code even before filing it — Public.Resource.Org had UniCourt scan and transform the print volumes, publishing the result at https://unicourt.github.io/cic-code-tn/:
"This repository was created by UniCourt on behalf of Public.Resource.Org.
All this work is in the public domain and there are NO RIGHTS RESERVED."
— Release 76, dated 2021.05.21.
That public-domain claim rests on the same "edict of government" theory the U.S. Supreme Court confirmed for Georgia's own annotated code in Georgia v. Public.Resource.Org, 590 U.S. 255 (2020) — and this is literally the same transform pipeline (cic-beautify-state-codes) and the same stylesheet reference this repo already trusts for mcps/georgia-code's upstream.
The same release is also uploaded to archive.org as item gov.tn.tca (byte-identical statutory text, verified directly). This pack calls the GitHub Pages copy instead, for two concrete reasons found during development, not a preference in the abstract:
tn_statute (a 7.2MB title took 12.9s on one call and simply never returned on another, even with a 60s client timeout and 3 retries). GitHub Pages was consistently sub-second for the same files, every time.p.p5) instead of PRO's public-domain transform (span.boldspan) that every other title there carries — evidently a bad upload of that one file. UniCourt's copy of Title 47 is the correct public-domain transform, like all 67 other titles. All 68 published titles are covered by this pack as a result (archive.org's copy would only support 66, with Title 47 and one other transient-failure title missing).No newer release exists anywhere. Checked both the UniCourt index page's own "Release NN dated YYYY.MM.DD" listing and archive.org's separate upload: release 76 (2021.05.21) is the newest either has. The 2023-2024 litigation above is *why* — Public.Resource.Org was fighting to restore a current electronic feed and lost. So every response from this pack carries current_through and data_as_of stating 2021-05-21 explicitly. Roughly five Tennessee legislative sessions (2021-2025) of amendments are NOT reflected.
Other free routes were checked and ruled out, not merely skipped:
| Candidate | Result |
|---|---|
wapp.capitol.tn.gov / capitol.tn.gov (TN General Assembly) | Publishes Public Chapters (session laws as passed) and bill text, but no consolidated current code — its own "Tennessee Code" link routes to the same LexisNexis wall above. Session laws are a DIFFERENT document from the codified TCA (see "Public Chapters are not the Code" below). |
law.justia.com/codes/tennessee/ | Serves Cloudflare's "Just a moment" managed JS challenge (HTTP 403, cf_chl_opt present) to a bare fetch — not a bypassable bare-UA gate, the same bot-wall class this pack family treats as OUT. Google's own crawler evidently gets through (indexed pages appear in search), a plain HTTP client does not. |
codes.findlaw.com/tn/ | Same Cloudflare managed challenge, same result. |
law.resource.org/pub/us/code/tn/ | This is the litigation docket for the lawsuit above (court filings, 2021-2024), not a code mirror. The actual scanned text lives in the two mirrors above, not on law.resource.org's own file tree. |
SOS (sos.tn.gov) | Publishes Acts and Resolutions (session laws), not a consolidated code; it directs electronic TCA requests to LexisNexis per the Code Commission's arrangement. |
Tennessee's General Assembly publishes Public Chapters — the session laws as enacted, year by year, e.g. capitol.tn.gov/Archives/Joint/publications/PublicChapters/2024/... — and these ARE current and free. But a Public Chapter is an amending instrument ("AN ACT to amend Tennessee Code Annotated, Title 47...") , not the codified text itself — reading one tells you a change happened, not what the amended section now reads as a whole next to the rest of the code. This pack does not attempt to fold session laws into the frozen 2021-05-21 text (that reconciliation is exactly what a Code Commission codification does, and is out of scope here) — it would be dishonest to call that composite "the current code" without doing the actual reconciliation work. If a caller needs what changed since 2021, they need the Public Chapters directly, not this pack.
Bruce kept tn_statute on the frozen 2021-05-21 snapshot ("figure something out") rather than chase a fully reconciled current code — same call as Arkansas (fleet #2906) and Mississippi (fleet #2915). This overlay is the cheapest honest improvement on top of that decision — design and measurements in docs/current-statute-routes.md (#2902).
The rule: never rewrite the snapshot `text`. Only ever ADD a dated, linked list beside it, explicitly labelled as not merged. tn_statute's response carries:
later_acts — one entry per Public Chapter that touched this exact citation since the snapshot date: public_chapter (number), general_assembly (e.g. "114"), bill (e.g. "HB0001"), link (the bill's own PDF), verb ("amended" / "repealed" / "new_section"), source: "tnga", merged: false. Empty ([]) means this pack's own index shows no later Public Chapter for this citation across every Effective Report checked — not that the overlay failed to load (a missing/malformed baked index throws loudly instead, same as tn_search's catchline index).sessions_checked — every Public Chapters Effective Report the index covers, named even when later_acts is empty, so a caller can tell "nothing changed" from "we didn't check."later_acts_data_as_of — when the overlay was last baked.later_acts_parse_rate_pct — the measured share of "Tennessee Code Annotated, Section/Title ..." amendment clauses the baker could actually resolve to a citation, across every bill PDF it fetched for this bake (see "Measured coverage" below). date: null on every act entry, honestly — neither the Effective Report nor the bill PDF gives a per-citation enactment date (the Effective Report's date is per-chapter, not per-section); guessing one would be worse than saying so.Source, and why it is HOME-BUILT rather than a state-maintained index (unlike Arkansas): Tennessee's legislature publishes no "citation touched by this act" index the way arkleg.state.ar.us does — confirmed by docs/current-statute-routes.md. This pack builds the index itself from two keyless public sources, both confirmed live with no bot wall and no login:
capitol.tn.gov/Archives/Joint/publications/PublicChapters/ / PublicChapters_ <01|07>.pdf), published twice a year. A plain, keyless, text-extractable PDF table of every bill that became a Public Chapter that General Assembly, with its PC number and effective date(s) — but only a Title/Chapter-level abstract, not exact section citations.capitol.tn.gov/Bills/ /Bill/ .pdf, parsed for the fixed boilerplate "Tennessee Code Annotated, Section , is amended ..." (also "... is repealed ..." and, for a wholly new section, "... Title X, Chapter Y[, Part Z], is amended by adding the following as a new part/section:" followed by the new section's own numbered heading).Known, stated limit: the linked bill text is AS-FILED, not a separately published AS-ENACTED document. Tennessee does not host a stable keyless URL for the signed, final text the way Arkansas's index links straight to the Act PDF — the one source that would carry it, the Secretary of State's "Acts and Resolutions" page (sos.tn.gov), answers this pack's honest User-Agent with an HTTP 403 from a CloudFront/WAF rule (confirmed live, 2026-10-09) while a browser UA passes; this pack does not spoof a UA to get through that wall. So a later_acts entry is a reliable signal that *this citation was touched by this Public Chapter*, linked to the bill's own filed text — not a guarantee that text is byte-identical to the final floor-amended language.
Discovery, not hardcoding: the set of Effective Reports to check is read live from wapp.capitol.tn.gov/apps/WebPublications/Index's own publications table, so a newly published report shows up with no code change — same self-extension property as Arkansas's -driven session discovery.
A section not found in the Release-76 snapshot but present in the overlay is flagged specially: tn_statute's found: false response carries later_acts_if_created — if the index shows Public Chapters against a citation that does not exist in the 2021 snapshot, that is a signal the section may have been CREATED after the snapshot date, not necessarily a bad citation.
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