New MCP Servers

Objection Handling Coverage Scorer

Audit sales copy by measuring how effectively customer objections are addressed.

Localization Readiness Checker

Identify linguistic, cultural, and structural risks in your source text to ensure high-quality localization.

Keyword Intent Classifier

Categorize search keywords by intent, length, and marketing funnel stage.

Content Length Benchmark Analyzer

Analyze copy length, density, and structural scannability against established copywriting benchmarks.

Cognitive Load Scorer

Quantify the mental effort required to process text by measuring linguistic complexity.

Claim Substantiation Checker

Scans marketing copy for factual and numeric claims requiring substantiation.

AWS Solutions Architect Prover

A Principal-level AWS Solutions Architect reviewing every cloud decision your AI makes. 20 years of production scars — service sprawl, $40K NAT Gateway bills, IAM breaches, multi-region theater — packaged into a review that runs in seconds. Get the AWS discipline you would pay $300K/year to hire, applied to every architecture your team ships.

Webhook HMAC Signature Validator Alternative

Verify the authenticity of incoming webhook payloads by validating their HMAC signatures.

Webhook HMAC Signature Validator

Verify the authenticity of incoming webhook payloads by validating their HMAC signatures.

SSE Event Reassembler & Gap Detector

Detect packet loss and reconstruct fragmented SSE streams.

Sliding Window Rate Limiter

Enforce precise API rate limits using a continuous sliding window mechanism.

OpenTelemetry TraceContext Validator Alternative

Validates W3C TraceContext and OpenTelemetry headers for distributed agent tracing.

OpenTelemetry TraceContext Validator

Validates W3C TraceContext and OpenTelemetry headers for distributed agent tracing.

JWT Claims Validator Alternative

Validate JWT structure and expiration claims without signature verification.

JWT Claims Validator

Validate JWT structure and expiration claims without signature verification.

Ethereum ABI Encoder/Decoder

Deterministic encoding and decoding of Ethereum smart contract calldata using ABI specifications.

BM25 Context Relevance Scorer

Deterministic BM25 relevance scoring engine for RAG optimization.

Vector Similarity Threshold Enforcer

Compute exact vector similarity scores and enforce strict relevance thresholds for RAG pipelines.

Semantic Version Compatibility Checker

Verify if a target version satisfies semver constraints and identify breaking changes.

SQL Migration Safety Analyzer

Validate SQL migrations for structural risks, rollback integrity, and unbounded deletions.

Prompt Injection Pattern Detector

Identify and score malicious instruction overrides and system metadata extraction attempts in user text.

Outbound Network Firewall Validator

Validates outbound network requests against allowed domains and ports to prevent data exfiltration.

OpenAPI Context Window Packer

Prune massive OpenAPI specs to fit within LLM context windows.

Memory Context Priority Pruner

Deterministic context window management by prioritizing essential and high-relevance messages.

Concurrent File Locking Simulator

Prevents race conditions in multi-agent environments by managing advisory file locks.

Unicode Normalization and Homoglyph Detector

Detects malicious Unicode homoglyph attacks and identifies invisible characters in strings.

Resource Usage Leak Detector

Monitor agent resource consumption to detect file descriptor or connection leaks.

JSON Payload Depth and Size Limiter

Validate JSON payloads against strict nesting depth and byte size constraints to prevent parser crashes.

Git Atomic Operations Validator

Prevent destructive Git operations and enforce commit standards.

Execution Circuit Breaker

Prevent cascading failures by monitoring consecutive errors and managing execution permissions.

Exact Type Inference Validator

Analyze TypeScript source code to detect implicit 'any', type assertions, and unannotated declarations.

Diff Apply and Conflict Resolver

Apply unified diffs to text with deterministic conflict resolution.