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제작자가 쓴 설명(영어 원문)
MCP server exposing 11 honesty-SDK kits (grounding, trust, audit, corroboration) as agent tools.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
HONESTY_MCP_ENABLE_CODE_EXEC, HONESTY_MCP_WORKER_TIMEOUT_MS필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"honesty": {
"command": "npx",
"args": [
"-y",
"honesty-mcp"
],
"env": {
"HONESTY_MCP_ENABLE_CODE_EXEC": "your-value",
"HONESTY_MCP_WORKER_TIMEOUT_MS": "your-value"
}
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add honesty --env HONESTY_MCP_ENABLE_CODE_EXEC=your-value --env HONESTY_MCP_WORKER_TIMEOUT_MS=your-value -- npx -y honesty-mcp실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"honesty": {
"command": "npx",
"args": [
"-y",
"honesty-mcp"
],
"env": {
"HONESTY_MCP_ENABLE_CODE_EXEC": "your-value",
"HONESTY_MCP_WORKER_TIMEOUT_MS": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"honesty": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"honesty-mcp"
],
"env": {
"HONESTY_MCP_ENABLE_CODE_EXEC": "your-value",
"HONESTY_MCP_WORKER_TIMEOUT_MS": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
HONESTY_MCP_ENABLE_CODE_EXEC envHONESTY_MCP_WORKER_TIMEOUT_MS env이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 10일 점검
레지스트리 이름이 GitHub 계정 lkopietz3-byte 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(0.3.0)은 29일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Node.js도 있어야 해요.
같은 카테고리에는: GitHub, Desktop Commander, Cloudflare MCP
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:↓ 주간 다운로드i★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
Connect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language.
MCP server for terminal commands, file operations, and process management
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
[Try the kits in your browser →](https://lkopietz3-byte.github.io/honesty-kits/) · Part of honesty kits, a family of small checks for the claims an AI product makes.
An MCP (Model Context Protocol) server that exposes eleven already-built, zero-runtime-dependency "honesty SDK" TypeScript libraries as tools any MCP-compatible coding agent (Claude Code, Claude Desktop, or any other MCP client) can call while building or auditing a product — grounded-citation checking, evidence corroboration grading, payout/mutation-invariance checks (scenario-tested, not a formal proof for every possible input), trust/ authenticity scoring, provenance-claim validation, a claims registry, a tamper-evident audit chain, and recommendation/decision grading plus engine-vs-human divergence, plus scaffolding for two runtime-library kits that don't fit the "check this content" shape.
This server is thin by design: every tool is a Zod input schema plus a handler that imports and calls the real, unmodified export from the wrapped kit. It does not reimplement any of the underlying logic.
claude mcp add honesty-mcp -- npx -y honesty-mcp
Then ask your coding agent to run check_grounding on a draft answer and its sources. Each sentence comes back as grounded, placeholder, ungrounded or invalid (a citation whose source is missing from the evidence). It checks structure only: it does not decide whether a source is true.
Thirteen tools are listed by default. The three paths that run JavaScript the agent sends are off unless you set HONESTY_MCP_ENABLE_CODE_EXEC=1; read A note on the code-execution tools first.
honesty-mcp is published on npm and wraps its eleven sibling "honesty SDK" kits as ordinary registry dependencies (semver ranges, not local file: paths) — npm install (or a plain npx) resolves everything from the public registry, with nothing else to check out first.
The fastest way to run it, with no install step at all:
npx honesty-mcp
Or add it to a project:
npm install honesty-mcp
Claude Code:
claude mcp add honesty-mcp -- npx -y honesty-mcp
Any other MCP client that reads an mcpServers config (Claude Desktop's claude_desktop_config.json uses the same shape):
{
"mcpServers": { "honesty-mcp": { "command": "npx", "args": ["-y", "honesty-mcp"] } } }
Three of the tools run JavaScript that the calling agent sends, so they are off by default. To use them, add the environment variable HONESTY_MCP_ENABLE_CODE_EXEC=1 to the server's environment (see A note on the code-execution tools first):
claude mcp add -e HONESTY_MCP_ENABLE_CODE_EXEC=1 honesty-mcp -- npx -y honesty-mcp
{
"mcpServers": { "honesty-mcp": { "command": "npx", "args": ["-y", "honesty-mcp"], "env": { "HONESTY_MCP_ENABLE_CODE_EXEC": "1" } } } }
The server runs on the stdio transport — it reads JSON-RPC requests from stdin and writes responses to stdout, logging only a one-line startup banner to stderr so stdout stays a clean JSON-RPC channel. This is the transport Claude Code, Claude Desktop, and most local/CLI MCP client integrations expect for a locally-run server; it is not an HTTP server and has no port to browse to.
honesty-mcp also ships a server.json (validated against the official schema) so it can be listed on the official MCP registry, under the name io.github.lkopietz3-byte/honesty-mcp. Listing is a manual, one-time step the maintainer runs after this package is on npm — it is not run as part of this repo's CI or npm publish. Exact commands, from the registry's own docs (publishing guide, CLI reference):
# 1. Install the publisher CLI (macOS/Linux)
curl -L "https://github.com/modelcontextprotocol/registry/releases/latest/download/mcp-publisher_$(uname -s | tr '[:upper:]' '[:lower:]')_$(uname -m | sed 's/x86_64/amd64/;s/aarch64/arm64/').tar.gz" | tar xz mcp-publisher sudo mv mcp-publisher /usr/local/bin/
mcp-publisher login github
mcp-publisher publish
package.json's mcpName field (io.github.lkopietz3-byte/honesty-mcp) must match server.json's name field exactly — that's how the registry verifies the npm package and the registry listing belong to the same publisher (see package-types.mdx, "Ownership Verification").
9 content-checking kits, 12 tools (kits 1–9: hand one of these real content or data, get back a structured verdict):
| Tool | Wraps | One-line purpose |
|---|---|---|
check_grounding | grounding-kit | Checks citation structure in AI-generated text, sentence by sentence: uncited claims, honest placeholders, and citations whose marker is missing or whose evidence doesn't match lexically. Structural only; it does not verify that the evidence is true. The word-overlap matcher rejects some faithful paraphrases and accepts a wrong figure or a negated claim when most words overlap, so read invalid as "send to a person". |
corroborate_evidence | corroboration-kit | Reports the evidence direction (supports / contradicts / mixed / none) and a graded verdict from distinct sources, not a vote count. With corroboration-kit 0.3 and later, sources count by independent origin (pages of one site count once unless you declare an origin). Independence is not verified, and confirmed can mean confirmed-contradicted, so read the direction first. |
check_payout_invariance | payout-invariance-kit | Checks, for the scenarios you supply, whether a ranking engine's output changes with who pays more (runtime mode, off unless HONESTY_MCP_ENABLE_CODE_EXEC=1) or whether payout identifiers appear in source text you send (static-imports mode, always available; it never reads files from disk). Static matching is whole-word: commission does not match commissionRate, so list full names or, with payout-invariance-kit 0.3 and later, pass matchIdentifierParts: true. Not a formal proof for every possible payout configuration. |
check_mutation_invariance | mutation-invariance-kit | Off unless HONESTY_MCP_ENABLE_CODE_EXEC=1 (it is not listed otherwise). Checks, for the scenarios you supply, whether a decision/score/ranking function's output depends on a variable it claims not to (protected attribute, geography, price, or anything you name). Not a formal proof for every possible input. |
score_trust_identified | trust-core (identified) | Scores an entity from known, identified contributors (reviewer accounts, raters, inspectors), shrinking thin evidence toward a prior. With no weighted evidence it returns the prior with insufficient confidence, not a measured score. |
assess_anonymous_authenticity | trust-core (anonymous) | Scores unattributed/scraped sentiment on how organic it looks, with a heuristic discount for two specific patterns (source concentration, unusually uniform sentiment). It does not detect fabrication or verify independence, it is not a sentiment ranking (a strongly negative corpus scores lower than a positive one), and it reports no score (trustScore: null) when no signal carries weight. |
check_provenance_claims | provenance-kit | Flags certainty-implying language ("(verified)", "guaranteed") not backed by an appropriate provenance tier. The default phrase list is short (eleven phrases) and phrases match as word prefixes. |
check_claims_registry | claims-registry-kit | Buckets public-facing claims as current / stale / unverified against their linked evidence and last-verified date. With claims-registry-kit 0.4 and later, a placeholder reference such as TODO is unverified and the age limit is exact to the millisecond. |
append_audit_entry | audit-chain-kit | Appends one entry to a hash-chained, tamper-evident audit log. |
verify_audit_chain | audit-chain-kit | Independently re-verifies a hash chain from genesis (an empty chain is valid with nothing checked); detects mutation and severed links unconditionally, plain tail deletion with expectedMinLength, and truncate-and-re-append (or a full rewrite) only with anchor; expectedMinLength alone does NOT catch a truncate-and-re-append. |
grade_decision | advice-ledger-kit | Grades one recommendation-and-decision pair against a before/after observation log, exposure-aligned, with separate floors per window and machine-readable refusal codes. holding requires both the exposed bad count to stay under refuteThreshold AND its bad rate to be below the baseline's (exact comparison, not the rounded badRate; with advice-ledger-kit 0.2 an equal rate also held); either failing is not-holding. The refute bar is a fixed count, not a rate (see the tool description). |
compute_divergence | advice-ledger-kit | Measures how often an engine and a human disagreed, and where a later outcome exists, reports engine-right/human-right as separate, never-blended counts. The optional custom groupBySource input is off unless HONESTY_MCP_ENABLE_CODE_EXEC=1. |
2 scaffolding tools (agent-receipt-kit, cost-governor-kit — these are runtime libraries a project *installs and imports into its own running code*, not something checked on-demand the same way; see the code comments in src/tools/agentReceiptScaffold.ts / costGovernorScaffold.ts for why a "check this content" shape would misrepresent them):
| Tool | Wraps | One-line purpose |
|---|---|---|
scaffold_agent_receipts | agent-receipt-kit | Explains the issue-a-packet / verify-the-claim authorization pattern for AI agents, with an install step, a starter snippet, and (optionally) a live accepted/rejected worked example run against the real kit. |
scaffold_cost_governor | cost-governor-kit | Explains the estimated pre-call spend check + cache-aware pricing math (default 0.1x cache-read rate, overridable per model via cacheReadPerMillion) + advisory (not concurrency-safe) check-then-commit usage-counting pattern (a commit failure after a successful call returns commitError instead of discarding the result), with an install step, a starter snippet, and (optionally) a live worked example. |
That's 9 kits, 12 content-checking tool slots (payout-invariance-kit, audit-chain-kit, and advice-ledger-kit each got 2 tools instead of 1, since each bundles two genuinely distinct operations — runtime check vs. static grep; append vs. verify; grading one decision vs. measuring divergence across a whole population — that read better as separate, single-purpose MCP tools than as one tool with a mode switch) plus 2 scaffolding tools = 14 tools total.
That is 14 tools when code execution is enabled. With it off (the default), check_mutation_invariance is not listed, so a client sees 13.
These tools are off by default. check_payout_invariance (runtime mode) and check_mutation_invariance wrap kit functions whose real signature takes an actual JavaScript function (a ranking function, a mutation closure); there is no way to represent a function as MCP JSON arguments. Both tools accept that function as a source-code string and build the real function via the Function constructor, inside the worker that src/lib/runFunctionJob.ts starts after the co
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