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742,126 tools. Updated 2026-11-04 15:04

"An easy solution for semantic search in code files" matching MCP tools:

  • Discover content franchises within a domain. Two modes: pass `tag` for a precise taxonomy match (every game tagged 'co-op'), or pass `query` for free-text SEMANTIC search powered by pgvector embeddings — finding franchises by meaning ('dark atmospheric games about isolation') even when no literal tag matches. Results are verifiable: tag mode carries tag confidence/corroboration, semantic mode carries a similarity score; both carry entity freshness. When to use: an agent wants a domain-scoped shortlist by tag or by intent. Inputs: a domain plus either a tag or a free-text query.
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  • WRITE to the Knowledge Base. This tool has TWO modes: **MODE 1 — SAVE a new card**: Provide `content` with full Markdown following the ACTIONABLE schema below. **MODE 2 — REPORT OUTCOME**: Provide `kb_id` + `outcome` ('success' or 'failure'). WHEN TO USE: - Mode 1: After successfully fixing a bug IF no existing KB card covered it. - Mode 2: ALWAYS after applying a solution from `read_kb_doc` and running verification. INPUT: - `content`: (Mode 1) Full Markdown KB card content — follow the EXACT template below. - `overwrite`: (Mode 1) Set to True to update an existing card. - `kb_id`: (Mode 2) ID of the card to report outcome for. - `outcome`: (Mode 2) 'success' or 'failure'. - `enrichment`: (Mode 2, optional) Additional context to merge into the card when outcome is 'failure'. ━━━ CARD TEMPLATE (Mode 1) — copy this structure EXACTLY ━━━ ``` --- kb_id: "[PLATFORM]_[CATEGORY]_[NUMBER]" # e.g. WIN_TERM_001, CROSS_DOCKER_002 title: "[Short Title — max 5 words]" category: "[terminal|devops|supabase|fastmcp|network|database|...]" platform: "[windows|linux|macos|cross-platform]" technologies: [tech1, tech2] complexity: [1-10] criticality: "[low|medium|high|critical]" created: "[YYYY-MM-DD]" tags: [tag1, tag2, tag3] related_kb: [] --- # [Short Title — max 5 words] > **TL;DR**: [One sentence — what's the problem + solution] > **Fix Time**: ~[X min] | **Platform**: [Windows/Linux/macOS/All] --- ## 🔍 This Is Your Problem If: - [ ] [Symptom 1 — specific symptom or error message] - [ ] [Symptom 2 — specific error code or log line] - [ ] [Symptom 3 — environment/version condition] **Where to Check**: [console / logs / env / task manager / etc.] --- ## ✅ SOLUTION (copy-paste) ### 🎯 Integration Pattern: [Global Scope] / [Inside Init] / [Event Handler] ```[language] # [One-line comment — what this code does] [depersonalized code WITHOUT specific paths, use __VAR__ for things to replace] ``` ### ⚡ Critical (won't work without this): - ✓ **[Critical Point 1]** — [why it's essential] - ✓ **[Critical Point 2]** — [common mistake to avoid] ### 📌 Versions: - **Works**: [OS/library versions where confirmed working] - **Doesn't Work**: [OS/library versions where known broken] --- ## ✔️ Verification (<30 sec) ```bash [single command to verify the fix worked] ``` **Expected**: ✓ [Specific output or behavior that confirms success] **If it didn't work** → see Fallback below ⤵ --- ## 🔄 Fallback (if main solution failed) ### Option 1: [approach name] ```bash [command] ``` **When**: [condition to use this option] | **Risks**: [what might break] ### Option 2: [alternative approach] ```bash [command] ``` **When**: [condition] | **Risks**: [what might break] --- ## 💡 Context (optional) **Root Cause**: [1 sentence — why this problem occurs] **Side Effects**: [what might change after applying the fix] **Best Practice**: [how to avoid this in future — 1 point] **Anti-Pattern**: ✗ [what NOT to do — common mistake] --- **Applicable**: [OS, library versions, conditions] **Frequency**: [rare / common / very common] ``` ━━━ END OF TEMPLATE ━━━ RULES for ACTIONABLE cards: 1. Solution FIRST — after diagnosis, code immediately 2. Depersonalize — no names, project names, or absolute paths 3. Use `__VAR__` markers for anything the user must replace 4. One Verification command, result visible in <30 sec 5. Fallback — 1-2 options max, always include When/Risks 6. Context at End — WHY is optional reading for curious agents
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  • Discover content franchises within a domain. Two modes: pass `tag` for a precise taxonomy match (every game tagged 'co-op'), or pass `query` for free-text SEMANTIC search powered by pgvector embeddings — finding franchises by meaning ('dark atmospheric games about isolation') even when no literal tag matches. Results are verifiable: tag mode carries tag confidence/corroboration, semantic mode carries a similarity score; both carry entity freshness. When to use: an agent wants a domain-scoped shortlist by tag or by intent. Inputs: a domain plus either a tag or a free-text query.
    ConnectorNo auth
  • Discover content franchises within a domain. Two modes: pass `tag` for a precise taxonomy match (every game tagged 'co-op'), or pass `query` for free-text SEMANTIC search powered by pgvector embeddings — finding franchises by meaning ('dark atmospheric games about isolation') even when no literal tag matches. Results are verifiable: tag mode carries tag confidence/corroboration, semantic mode carries a similarity score; both carry entity freshness. When to use: an agent wants a domain-scoped shortlist by tag or by intent. Inputs: a domain plus either a tag or a free-text query.
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  • Search the user's files by filename and return matching documents in the deep-research result shape. ALIAS: this is the SAME search as search_files (same data, same permissions) - use it when your client requires the id/title/url search contract (ChatGPT deep research); otherwise prefer search_files for richer file metadata. Each result's id can be passed to fetch (or get_file) to read that document. Read-only; nothing is written, so it is safe to call.
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  • Set a campaign's WHOLE geo-targeting set in one call — named areas and radius circles in a single include/exclude list, plus the campaign-level presence-vs-interest choice — the easy front door over update_campaign's geoTargets. Place names in include/exclude are resolved server-side (countries → geo registry → Google suggest); radius entries take lat/lng or an `around` place name (geocoded). Radius rows can only be INCLUDED (neither platform supports negative proximity — carve out places with an excluded area instead), and a set where every row is negative is rejected (ONLY_EXCLUSIONS). An empty set is legal: no geo criteria = ads can serve anywhere. locationIntent defaults to PRESENCE (people actually in the locations) — deliberately NOT the platforms' wider search-interest default. Use dry_run:true to get the resolved rows + the plain-language effective-targeting sentence (exactly what the UI shows) WITHOUT mutating the campaign. Scoped to the active Space.
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Matching MCP Servers

  • A
    license
    A
    quality
    A
    maintenance
    An MCP server for intelligently reading Java source code, supporting extraction from Maven dependencies and local projects with dual decompilers.
    2
    41 PyPI
    154
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides AI coding agents with structured access to indexed codebases via semantic search, symbol analysis, and file reading tools.
    13
    Server Side Public , v 1

Matching MCP Connectors

  • Generate text, images, videos, speech and transcripts with your Easy-Peasy.AI account.

  • Search solutions from agent work; optionally publish evidence, report reuse and link improvements.

  • Search a national company register by name, when you have a name rather than an identifier. `country="NO"` searches Brønnøysundregistrene / Enhetsregisteret (brreg) — the norway company lookup for the norwegian business registry when the organisasjonsnummer (orgnr, org.nr) is not yet known; `country="GB"` is the uk company search at Companies House, returning each hit's company number (company registration number, CRN). **Sweden cannot be searched by name.** Bolagsverket's free API has four operations and none takes a company name, so `country="SE"` raises `not_implemented` — a fact about the register, not a temporary gap, and it will not start working. Sweden supports lookup by identifier only: call `lookup_company` with the ten-digit organisationsnummer (or a sole trader's twelve-digit personnummer), or `validate_company_id` first to check the shape for free. Bolagsverket publishes the whole register as bulk downloadable files for callers who must search by name. Then call `lookup_company` with the `id` of the right hit for the full report — a search hit is deliberately thin (name, legal form, status, city) and must not be acted on directly. Hits arrive in the register's own relevance order, so read each hit's `confidence` rather than assuming the first row is best. Zero hits is not an error, and `hint` says what to try next — Norwegian names are registered upper-case and often carry an 'AS', 'ASA' or 'NUF' suffix, UK names a 'LIMITED', 'LTD', 'PLC' or 'LLP' one, worth dropping before concluding a company does not exist. Errors are the `{"error": {"code", "message", "hint"}}` envelope this server's instructions set out code by code; `hint` names the next call. Call `list_countries` if you are unsure a country is supported.
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  • Look up a NUCC provider taxonomy code (the specialty codes used on HIPAA transactions + NPI registrations) or search by keyword. Returns classification + type + optional specialization. Source: NUCC Health Care Provider Taxonomy Code Set (public; CMS-accepted). WHEN TO USE: Resolving a NUCC provider taxonomy code to its specialty description. WHEN NOT: For finding a provider by specialty in a region (not yet implemented).
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  • Before security-sensitive tooling or agent operations: find recent threads relevant to a task, with source links, provenance and matching keywords. Keyword overlap on title, tags and excerpt over the last 200 active threads; not semantic search and not the full archive (use search for that). Seeds excluded by default.
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  • Send the account holder a code to link the card issuer Starts the one-time card issuer link: the card issuer sends a one-time code to the account holder. Then call `POST /verify-card-issuer-link` with the code they enter. **The account holder, never the agent, receives and enters the code.** Send your human to their own inbox (or phone) and have them type the code into your interface. Never try to read the account holder's email or messages yourself, and never ask for their email password or access. **Where the code goes.** An account with an email on file always gets the code at that email; `email` and `phone` are ignored for it. An account with no email (a wallet-only sign-in) must send exactly one of `email` or `phone` (E.164). The response names the destination masked, never in full. **Limits.** Codes last 10 minutes. At most 5 codes can be sent per account in any rolling hour (`429`, with `Retry-After`). Sending a new code replaces the previous one, which then stops working. **Prerequisite:** Laso identity verification (`403 kyc_required` otherwise, with a `kyc_url`). If the account is already linked, this answers `200` with `status: linked` and sends nothing, so calling it twice is safe. **This route is free.**
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  • Fetch data values for an INE (Statistics Portugal) indicator. Pass the indicator code (varcd) and optionally a `dims` object mapping dimension slots ("Dim1","Dim2",...) to dimension-value codes to select a slice (codes come from indicator_meta). Omit a Dim slot to return all of its values. Requires varcd — INE has no keyword/search endpoint, so look the code up on https://www.ine.pt first.
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  • Claim files before an agent edits them so other agents do not patch the same SwiftUI/App files concurrently. Claims are local, short-lived, and stored in .axint/coordination/claims.json. Use: use before editing shared files in parallel-agent work; release claims when done. Inputs: agentId and files identify the claim; ttlMinutes bounds ownership and force overrides stale claims. Effects: writes local coordination claims under .axint/coordination; no network.
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  • Full Rams design review of UI code (React, Vue, Svelte, HTML, CSS, SwiftUI). Returns a 0-100 score (criticals cap it: one caps at 59, two at 49, three or more at 39), issues with severity, category, file:line, and concrete fixes as patches. Call it once at the end: before a commit, or when the user wants a score or a final check. Pass each file with its real path, or for pasted code a path that fits it (pasted/Card.tsx). Each call uses one review credit. Reviewing a few files needs no permission. Ask the user before a whole-codebase audit (dozens of files), since it spends their allowance. For quick feedback while you work, use quick_review.
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  • Full Rams design review of UI code (React, Vue, Svelte, HTML, CSS, SwiftUI). Returns a 0-100 score (criticals cap it: one caps at 59, two at 49, three or more at 39), issues with severity, category, file:line, and concrete fixes as patches. Call it once at the end: before a commit, or when the user wants a score or a final check. Pass each file with its real path, or for pasted code a path that fits it (pasted/Card.tsx). Each call uses one review credit. Reviewing a few files needs no permission. Ask the user before a whole-codebase audit (dozens of files), since it spends their allowance. For quick feedback while you work, use quick_review.
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  • Fetch and convert a Microsoft Learn documentation webpage to markdown format. This tool retrieves the latest complete content of Microsoft documentation webpages including Azure, .NET, Microsoft 365, and other Microsoft technologies. ## When to Use This Tool - When search results provide incomplete information or truncated content - When you need complete step-by-step procedures or tutorials - When you need troubleshooting sections, prerequisites, or detailed explanations - When search results reference a specific page that seems highly relevant - For comprehensive guides that require full context ## Usage Pattern Use this tool AFTER microsoft_docs_search when you identify specific high-value pages that need complete content. The search tool gives you an overview; this tool gives you the complete picture. ## URL Requirements - The URL must be a valid HTML documentation webpage from the microsoft.com domain - Binary files (PDF, DOCX, images, etc.) are not supported ## Output Format markdown with headings, code blocks, tables, and links preserved.
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  • Search and browse the Norwegian NACE industry-code catalogue. Use this to resolve the exact code before calling subscribe_nace (industry monitoring) or list_companies_in_nace. Free-text search with `q` ('restaurant', 'programvare'), drill the hierarchy with `parent` (omit for the top-level sections A–U), or convert an EU NACE Rev. 2 code to the Norwegian 5-digit sub-codes with `eu`. Each hit includes the Norwegian and (when available) English label plus company counts. Backed by the official catalogue (SSB/BRREG), refreshed daily.
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  • Adversarial multi-model code review. Submit a diff, a module, or a spec+implementation and get back a structured pass/fail verdict with each issue's type, severity, location, explanation, and suggested fix. Why call this instead of reviewing your own output: a single model shares its blind spots with itself. This routes your code through a panel of *different* models plus a set of deterministic detectors, catching what self-review misses — path/contract violations, module incoherence (dangling imports, broken cross-references), syntax and call-arity regressions in a diff's post-image, and 'prose instead of tool calls' (output that describes an action rather than emitting it). The panel adds semantic judgment on top and never overrides a deterministic finding. Call it before shipping or merging, as a second opinion on a risky change, or as a gate in an autonomous build loop. Choose depth='fast' (one model, low latency) or 'deep' (full panel, higher recall). Deep review audits files of any size in milestone chunks so every panel model contributes; the price (shown in the 402) and the payment window scale with file size. Per-call limit ~1,600 lines — larger inputs return 413, so split by file/module and call once per file. Paid per call via x402 (USDC on Base); the price is announced in the 402 response before any charge.
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  • Read up to 50 files from the editable source tree in one call (8388608 bytes in total). Each path succeeds or fails on its own; paths past the budget fail with BATCH_BUDGET_EXCEEDED. Use read_source_files for source; use read_files instead for the files the site serves.
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  • Resolve a city or airport name or code before searching flights. Returns typed values such as city:SHA to search every catalog airport in Shanghai or airport:SHA for Hongqiao only. Pass the selected value unchanged to search_flights. Ask the traveler when multiple results are plausible.
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  • Upload one or more files to Clueso. Pick a mode by client + where the file lives: 0. **files** — ChatGPT only: files the user attached in the conversation. ChatGPT fills each entry (download_url + file_id) itself; pass the attachments here rather than asking the user to re-upload. Returns one mcp_upload_id per file. 1. **file_name** — HOSTED upload, the default for any non-UI / programmatic upload (Claude Code, Cursor, Claude Desktop, scripts). Returns an upload URL on Clueso's OWN base domain + a ready-to-run curl that streams a single local file to it; Clueso relays the bytes to storage server-side. The PUT targets the base domain — NOT cloud storage directly — so it works on desktop/agent clients that can't reach or are blocked from S3. Requirement: the client must be able to PUT bytes to the Clueso base domain (run the returned curl, or any HTTP PUT). The agent (or the user at a shell prompt) runs the curl. Prefer this whenever there's no human at a browser. **file_names** (without request_hosted_upload) is the same for many files in ONE call: a token and URL per name plus ONE `curl` that sends them all. Run it from the folder the names are relative to (for edit_animation `upload_ids`, the page site's root, names like 'index.html' or 'js/scene.js'). 2. **file_url**: Pass a public https URL. Server fetches and stages the file. Returns mcp_upload_id immediately. Use when the file is already on the open web — no user interaction needed. 3. **request_hosted_upload** (UI mode — use ONLY when a human should pick files in a browser: many files at once, or a host with no shell / no PUT capability): Returns a single upload_token + upload_page URL. Share the link with the user; they open it in a new browser tab, drop their files, click Done. Then call check_uploads(upload_token) to retrieve all mcp_upload_ids. Call once for all files. Hosted uploads cover any number of files per call: one call issues one upload_token, and that token covers every file the user drops on the page. Repeat calls issue additional tokens, each tracking only its own files. The returned mcp_upload_id (prefixed `mup_`) can be passed to: - add_elements / update_elements (image or video → an element ON a clip: pass it as `type_data.mcp_upload_id`, on either tool — this is how a local image becomes on-canvas content, and how an existing element's source is swapped). To fill an animation's image slot, pass it inside `type_data.parameter_values` on update_elements only — parameter_values is an update-path field and is stripped on add. - add_audio (audio → project music track that plays under all clips) - add_clips(kind='video') (video or audio → sequential clip with auto-transcription) - add_clips(kind='pptx') (.ppt/.pptx → slide clips) - add_article_media (image/GIF → article asset) - analyze_audio (audio → transcript / silences / beats / features / energy / sections) - edit_animation (a page file (html, css, js, json, svg) or media → `files: [{path, upload_id}]`, or `upload_ids` when each upload is named by its path, so a big file never goes inline) **purpose: 'font'** (with file_name, file_names, file_url or files; display_name optional) adds the file to this workspace's brand fonts once it arrives: the curl's reply (this reply for file_url and files, check_uploads for the hosted page) carries `font: {name, family, format, converted_from}` or `font_error`. TTF, OTF, WOFF or WOFF2; WOFF and WOFF2 are stored as TTF so the renderer and text measurer read them. The name is display_name, else the file's family without build dates or versions ("Cursor Mono 260406" → "Cursor Mono"); use it exactly in font_setting.font and in animation pages. One face per name; a name already in the workspace is refused. Needs an editor or admin, on a plan with custom fonts.
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  • Redeem the emailed 6-digit code for a reveal-once workspace API key. UNAUTHENTICATED. `email` + `code` must match a code issued by signup(email) within the last 15 minutes (5 attempts max). The returned `api_key` is shown exactly ONCE — store it ONLY in the MCP client config ("Authorization: Bearer <api_key>"), NEVER in a repo or a file you might commit. Reconnecting this server with the header set and calling get_onboarding_status() continues setup. An invalid/expired/consumed code returns a uniform error; a fresh code comes from signup(email).
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    Destructive
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